深度强化学习实验室
来源：ICLR2021
编辑：DeepRL
[1]. What Matters for On-Policy Deep Actor-Critic Methods? A Large-Scale Study
平均得分: 8
得分: ['7', '9', '9', '7']
论文链接: https://openreview.net/forum?id=nIAxjsniDzg
[2]. Invariant Representations for Reinforcement Learning without Reconstruction
平均得分: 7.67
得分: ['9', '7', '7']
论文链接: https://openreview.net/forum?id=-2FCwDKRREu
[3]. Winning the L2RPN Challenge: Power Grid Management via Semi-Markov Afterstate Actor-Critic
平均得分: 7.5
得分: ['7', '9', '7', '7']
论文链接: https://openreview.net/forum?id=LmUJqB1Cz8
[4]. Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients
平均得分: 7.5
得分: ['9', '5', '8', '8']
论文链接: https://openreview.net/forum?id=m5Qsh0kBQG
[5]. Parrot: Data-Driven Behavioral Priors for Reinforcement Learning
平均得分: 7.5
得分: ['8', '7', '6', '9']
论文链接: https://openreview.net/forum?id=Ysuv-WOFeKR
[6]. Evolving Reinforcement Learning Algorithms
平均得分: 7.33
得分: ['9', '6', '7']
论文链接: https://openreview.net/forum?id=0XXpJ4OtjW
[7]. Global optimality of softmax policy gradient with single hidden layer neural networks in the mean-field regime
平均得分: 7
得分: ['7', '7', '7', '7']
论文链接: https://openreview.net/forum?id=bB2drc7DPuB
[8]. Single-Timescale Actor-Critic Provably Finds Globally Optimal Policy
平均得分: 7
得分: ['8', '8', '7', '5']
论文链接: https://openreview.net/forum?id=pqZV_srUVmK
[9]. UPDeT: Universal Multi-agent RL via Policy Decoupling with Transformers
平均得分: 7
得分: ['7', '9', '5']
论文链接: https://openreview.net/forum?id=v9c7hr9ADKx
[10]. Regularized Inverse Reinforcement Learning
平均得分: 6.8
得分: ['6', '6', '7', '8', '7']
论文链接: https://openreview.net/forum?id=HgLO8yalfwc
[11]. Randomized Ensembled Double Q-Learning: Learning Fast Without a Model
平均得分: 6.75
得分: ['6', '7', '7', '7']
论文链接: https://openreview.net/forum?id=AY8zfZm0tDd
[12]. Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization
平均得分: 6.75
得分: ['8', '7', '5', '7']
论文链接: https://openreview.net/forum?id=3hGNqpI4WS
[13]. Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels
平均得分: 6.75
得分: ['7', '6', '7', '7']
论文链接: https://openreview.net/forum?id=GY6-6sTvGaf
[14]. Support-set bottlenecks for video-text representation learning
平均得分: 6.75
得分: ['6', '9', '7', '5']
论文链接: https://openreview.net/forum?id=EqoXe2zmhrh
[15]. A Sharp Analysis of Model-based Reinforcement Learning with Self-Play
平均得分: 6.75
得分: ['4', '7', '8', '8']
论文链接: https://openreview.net/forum?id=9Y7_c5ZAd5i
[16]. RODE: Learning Roles to Decompose Multi-Agent Tasks
平均得分: 6.67
得分: ['8', '6', '6']
论文链接: https://openreview.net/forum?id=TTUVg6vkNjK
[17]. Text Generation by Learning from Off-Policy Demonstrations
平均得分: 6.6
得分: ['7', '7', '7', '5', '7']
论文链接: https://openreview.net/forum?id=RovX-uQ1Hua
[18]. Robust Reinforcement Learning on State Observations with Learned Optimal Adversary
平均得分: 6.5
得分: ['5', '7', '7', '7']
论文链接: https://openreview.net/forum?id=sCZbhBvqQaU
[19]. Self-supervised Visual Reinforcement Learning with Object-centric Representations
平均得分: 6.5
得分: ['7', '6', '4', '9']
论文链接: https://openreview.net/forum?id=xppLmXCbOw1
[20]. On Effective Parallelization of Monte Carlo Tree Search
平均得分: 6.5
得分: ['6', '6', '7', '7']
论文链接: https://openreview.net/forum?id=_FXqMj7T0QQ
[21]. Non-asymptotic Confidence Intervals of Off-policy Evaluation: Primal and Dual Bounds
平均得分: 6.5
得分: ['6', '5', '8', '7']
论文链接: https://openreview.net/forum?id=dKg5D1Z1Lm
[22]. Efficient Transformers in Reinforcement Learning using Actor-Learner Distillation
平均得分: 6.5
得分: ['5', '6', '7', '8']
论文链接: https://openreview.net/forum?id=uR9LaO_QxF
[23]. Ask Your Humans: Using Human Instructions to Improve Generalization in Reinforcement Learning
平均得分: 6.5
得分: ['8', '7', '5', '6']
论文链接: https://openreview.net/forum?id=Y87Ri-GNHYu
[24]. SMiRL: Surprise Minimizing Reinforcement Learning in Unstable Environments
平均得分: 6.5
得分: ['5', '6', '8', '7']
论文链接: https://openreview.net/forum?id=cPZOyoDloxl
[25]. Model-Based Visual Planning with Self-Supervised Functional Distances
平均得分: 6.5
得分: ['7', '6', '7', '6']
论文链接: https://openreview.net/forum?id=UcoXdfrORC
[26]. Learning-based Support Estimation in Sublinear Time
平均得分: 6.5
得分: ['7', '4', '8', '7']
论文链接: https://openreview.net/forum?id=tilovEHA3YS
[27]. DOP: Off-Policy Multi-Agent Decomposed Policy Gradients
平均得分: 6.5
得分: ['7', '3', '9', '7']
论文链接: https://openreview.net/forum?id=6FqKiVAdI3Y
[28]. Correcting experience replay for multi-agent communication
平均得分: 6.5
得分: ['4', '6', '8', '8']
论文链接: https://openreview.net/forum?id=xvxPuCkCNPO
[29]. Risk-Averse Offline Reinforcement Learning
平均得分: 6.4
得分: ['6', '8', '5', '6', '7']
论文链接: https://openreview.net/forum?id=TBIzh9b5eaz
[30]. Learning Value Functions in Deep Policy Gradients using Residual Variance
平均得分: 6.33
得分: ['8', '7', '4']
论文链接: https://openreview.net/forum?id=NX1He-aFO_F
[31]. Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions
平均得分: 6.33
得分: ['4', '8', '7']
论文链接: https://openreview.net/forum?id=Ud3DSz72nYR
[32]. PODS: Policy Optimization via Differentiable Simulation
平均得分: 6.33
得分: ['9', '4', '6']
论文链接: https://openreview.net/forum?id=4f04RAhMUo6
[33]. Transient Non-stationarity and Generalisation in Deep Reinforcement Learning
平均得分: 6.25
得分: ['7', '5', '5', '8']
论文链接: https://openreview.net/forum?id=Qun8fv4qSby
[34]. Improving Learning to Branch via Reinforcement Learning
平均得分: 6.25
得分: ['7', '7', '8', '3']
论文链接: https://openreview.net/forum?id=M_KwRsbhi5e
[35]. Mastering Atari with Discrete World Models
平均得分: 6.25
得分: ['4', '7', '10', '4']
论文链接: https://openreview.net/forum?id=0oabwyZbOu
[36]. Data-Efficient Reinforcement Learning with Self-Predictive Representations
平均得分: 6.25
得分: ['6', '5', '7', '7']
论文链接: https://openreview.net/forum?id=uCQfPZwRaUu
[37]. Local Information Opponent Modelling Using Variational Autoencoders
平均得分: 6.25
得分: ['8', '7', '4', '6']
论文链接: https://openreview.net/forum?id=xF5r3dVeaEl
[38]. Contrastive Behavioral Similarity Embeddings for Generalization in Reinforcement Learning
平均得分: 6.25
得分: ['6', '6', '6', '7']
论文链接: https://openreview.net/forum?id=qda7-sVg84
[39]. Efficient Reinforcement Learning in Factored MDPs with Application to Constrained RL
平均得分: 6.25
得分: ['7', '5', '7', '6']
论文链接: https://openreview.net/forum?id=fmtSg8591Q
[40]. Batch Reinforcement Learning Through Continuation Method
平均得分: 6.25
得分: ['6', '9', '6', '4']
论文链接: https://openreview.net/forum?id=po-DLlBuAuz
[41]. Optimistic Exploration with Backward Bootstrapped Bonus for Deep Reinforcement Learning
平均得分: 6.2
得分: ['7', '6', '7', '6', '5']
论文链接: https://openreview.net/forum?id=QxQkG-gIKJM
[42]. Optimism in Reinforcement Learning with Generalized Linear Function Approximation
平均得分: 6
得分: ['6', '7', '6', '5']
论文链接: https://openreview.net/forum?id=CBmJwzneppz
[43]. Adversarially Guided Actor-Critic
平均得分: 6
得分: ['5', '6', '7']
论文链接: https://openreview.net/forum?id=_mQp5cr_iNy
[44]. QTRAN : Improved Value Transformation for Cooperative Multi-Agent Reinforcement Learning
平均得分: 6
得分: ['7', '6', '6', '5']
论文链接: https://openreview.net/forum?id=TlS3LBoDj3Z
[45]. Policy Optimization in Zero-Sum Markov Games: Fictitious Self-Play Provably Attains Nash Equilibria
平均得分: 6
得分: ['6', '5', '8', '5']
论文链接: https://openreview.net/forum?id=c3MWGN_cTf
[46]. Optimistic Policy Optimization with General Function Approximations
平均得分: 6
得分: ['7', '7', '4']
论文链接: https://openreview.net/forum?id=JydXRRDoDTv
[47]. Multi-Agent Collaboration via Reward Attribution Decomposition
平均得分: 6
得分: ['5', '6', '7', '6']
论文链接: https://openreview.net/forum?id=GVNGAaY2Dr1
[48]. Efficient Wasserstein Natural Gradients for Reinforcement Learning
平均得分: 6
得分: ['5', '8', '5']
论文链接: https://openreview.net/forum?id=OHgnfSrn2jv
[49]. Density Constrained Reinforcement Learning
平均得分: 6
得分: ['7', '6', '5', '6']
论文链接: https://openreview.net/forum?id=jMc7DlflrMC
[50]. Representation Balancing Offline Model-based Reinforcement Learning
平均得分: 6
得分: ['5', '6', '7', '6']
论文链接: https://openreview.net/forum?id=QpNz8r_Ri2Y
[51]. Decoupling Representation Learning from Reinforcement Learning
平均得分: 6
得分: ['7', '5', '4', '8']
论文链接: https://openreview.net/forum?id=_SKUm2AJpvN
[52]. Model-based micro-data reinforcement learning: what are the crucial model properties and which model to choose?
平均得分: 5.8
得分: ['7', '7', '6', '5', '4']
论文链接: https://openreview.net/forum?id=p5uylG94S68
[53]. Model-based Asynchronous Hyperparameter and Neural Architecture Search
平均得分: 5.8
得分: ['7', '5', '6', '6', '5']
论文链接: https://openreview.net/forum?id=a2rFihIU7i
[54]. DeepAveragers: Offline Reinforcement Learning By Solving Derived Non-Parametric MDPs
平均得分: 5.8
得分: ['5', '7', '5', '7', '5']
论文链接: https://openreview.net/forum?id=eMP1j9efXtX
[55]. Uncertainty Weighted Offline Reinforcement Learning
平均得分: 5.8
得分: ['8', '6', '5', '6', '4']
论文链接: https://openreview.net/forum?id=7hMenh--8g
[56]. Optimizing Memory Placement using Evolutionary Graph Reinforcement Learning
平均得分: 5.75
得分: ['5', '7', '5', '6']
论文链接: https://openreview.net/forum?id=-6vS_4Kfz0
[57]. Parameter-based Value Functions
平均得分: 5.75
得分: ['3', '7', '7', '6']
论文链接: https://openreview.net/forum?id=tV6oBfuyLTQ
[58]. Sample-Efficient Automated Deep Reinforcement Learning
平均得分: 5.75
得分: ['7', '5', '5', '6']
论文链接: https://openreview.net/forum?id=hSjxQ3B7GWq
[59]. Causal Inference Q-Network: Toward Resilient Reinforcement Learning
平均得分: 5.75
得分: ['4', '6', '6', '7']
论文链接: https://openreview.net/forum?id=PvVbsAmxdlZ
[60]. SACoD: Sensor Algorithm Co-Design Towards Efficient CNN-powered Intelligent PhlatCam
平均得分: 5.75
得分: ['6', '6', '5', '6']
论文链接: https://openreview.net/forum?id=jQUf0TmN-oT
[61]. Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning
平均得分: 5.75
得分: ['6', '7', '5', '5']
论文链接: https://openreview.net/forum?id=MmcywoW7PbJ
[62]. Benchmarks for Deep Off-Policy Evaluation
平均得分: 5.75
得分: ['7', '6', '4', '6']
论文链接: https://openreview.net/forum?id=kWSeGEeHvF8
[63]. Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks
平均得分: 5.75
得分: ['6', '5', '6', '6']
论文链接: https://openreview.net/forum?id=Y-Wl1l0Va-
[64]. Exploring Zero-Shot Emergent Communication in Embodied Multi-Agent Populations
平均得分: 5.75
得分: ['6', '4', '6', '7']
论文链接: https://openreview.net/forum?id=Fblk4_Fd7ao
[65]. Randomized Entity-wise Factorization for Multi-Agent Reinforcement Learning
平均得分: 5.75
得分: ['5', '5', '7', '6']
论文链接: https://openreview.net/forum?id=szUsQ3NcQwV
[66]. Learning Robust State Abstractions for Hidden-Parameter Block MDPs
平均得分: 5.75
得分: ['5', '6', '5', '7']
论文链接: https://openreview.net/forum?id=fmOOI2a3tQP
[67]. Adapting to Reward Progressivity via Spectral Reinforcement Learning
平均得分: 5.75
得分: ['5', '7', '5', '6']
论文链接: https://openreview.net/forum?id=dyjPVUc2KB
[68]. Accelerating Safe Reinforcement Learning with Constraint-mismatched Policies
平均得分: 5.75
得分: ['5', '6', '5', '7']
论文链接: https://openreview.net/forum?id=M3NDrHEGyyO
[69]. Off-Dynamics Reinforcement Learning: Training for Transfer with Domain Classifiers
平均得分: 5.75
得分: ['5', '6', '5', '7']
论文链接: https://openreview.net/forum?id=eqBwg3AcIAK
[70]. Meta-Reinforcement Learning With Informed Policy Regularization
平均得分: 5.75
得分: ['6', '5', '6', '6']
论文链接: https://openreview.net/forum?id=pTZ6EgZtzDU
[71]. Hierarchical Reinforcement Learning by Discovering Intrinsic Options
平均得分: 5.75
得分: ['4', '4', '7', '8']
论文链接: https://openreview.net/forum?id=r-gPPHEjpmw
[72]. Multi-Agent Trust Region Learning
平均得分: 5.75
得分: ['4', '8', '5', '6']
论文链接: https://openreview.net/forum?id=eHG7asK_v-k
[73]. Unity of Opposites: SelfNorm and CrossNorm for Model Robustness
平均得分: 5.75
得分: ['5', '7', '6', '5']
论文链接: https://openreview.net/forum?id=Oj2hGyJwhwX
[74]. The Advantage Regret-Matching Actor-Critic
平均得分: 5.67
得分: ['5', '6', '6']
论文链接: https://openreview.net/forum?id=YMsbeG6FqBU
[75]. Differentiable Trust Region Layers for Deep Reinforcement Learning
平均得分: 5.67
得分: ['7', '4', '6']
论文链接: https://openreview.net/forum?id=qYZD-AO1Vn
[76]. Linear Representation Meta-Reinforcement Learning for Instant Adaptation
平均得分: 5.67
得分: ['5', '5', '7']
论文链接: https://openreview.net/forum?id=lNrtNGkr-vw
[77]. Symmetry-Aware Actor-Critic for 3D Molecular Design
平均得分: 5.67
得分: ['6', '4', '7']
论文链接: https://openreview.net/forum?id=jEYKjPE1xYN
[78]. The Importance of Pessimism in Fixed-Dataset Policy Optimization
平均得分: 5.67
得分: ['5', '5', '7']
论文链接: https://openreview.net/forum?id=E3Ys6a1NTGT
[79]. Understanding and Leveraging Causal Relations in Deep Reinforcement Learning
平均得分: 5.67
得分: ['5', '6', '6']
论文链接: https://openreview.net/forum?id=30I4Azqc_oP
[80]. Efficient Fully-Offline Meta-Reinforcement Learning via Distance Metric Learning and Behavior Regularization
平均得分: 5.67
得分: ['7', '5', '5']
论文链接: https://openreview.net/forum?id=8cpHIfgY4Dj
[81]. Grounding Language to Entities for Generalization in Reinforcement Learning
平均得分: 5.6
得分: ['6', '7', '6', '5', '4']
论文链接: https://openreview.net/forum?id=udbMZR1cKE6
[82]. Large Batch Simulation for Deep Reinforcement Learning
平均得分: 5.6
得分: ['7', '6', '6', '5', '4']
论文链接: https://openreview.net/forum?id=cP5IcoAkfKa
[83]. Deep Reinforcement Learning For Wireless Scheduling with Multiclass Services
平均得分: 5.5
得分: ['3', '7', '7', '5']
论文链接: https://openreview.net/forum?id=UiLl8yjh57
[84]. Monotonic Robust Policy Optimization with Model Discrepancy
平均得分: 5.5
得分: ['7', '6', '5', '4']
论文链接: https://openreview.net/forum?id=kdm4Lm9rgB
[85]. Truly Deterministic Policy Optimization
平均得分: 5.5
得分: ['5', '6', '6', '5']
论文链接: https://openreview.net/forum?id=BntruCi1uvF
[86]. Distributional Reinforcement Learning for Risk-Sensitive Policies
平均得分: 5.5
得分: ['5', '7', '5', '5']
论文链接: https://openreview.net/forum?id=19drPzGV691
[87]. Bounded Myopic Adversaries for Deep Reinforcement Learning Agents
平均得分: 5.5
得分: ['5', '6', '5', '6']
论文链接: https://openreview.net/forum?id=Ew0zR07CYRd
[88]. Decoupling Exploration and Exploitation for Meta-Reinforcement Learning without Sacrifices
平均得分: 5.5
得分: ['7', '6', '4', '5']
论文链接: https://openreview.net/forum?id=rSwTMomgCz
[89]. Discovering Diverse Multi-Agent Strategic Behavior via Reward Randomization
平均得分: 5.5
得分: ['5', '7', '5', '5']
论文链接: https://openreview.net/forum?id=lvRTC669EY_
[90]. Blending MPC & Value Function Approximation for Efficient Reinforcement Learning
平均得分: 5.5
得分: ['5', '5', '5', '7']
论文链接: https://openreview.net/forum?id=RqCC_00Bg7V
[91]. A Policy Gradient Algorithm for Learning to Learn in Multiagent Reinforcement Learning
平均得分: 5.5
得分: ['6', '5', '5', '6']
论文链接: https://openreview.net/forum?id=zdrls6LIX4W
[92]. The act of remembering: A study in partially observable reinforcement learning
平均得分: 5.5
得分: ['6', '7', '6', '3']
论文链接: https://openreview.net/forum?id=uFkGzn9RId8
[93]. Random Coordinate Langevin Monte Carlo
平均得分: 5.5
得分: ['7', '7', '4', '4']
论文链接: https://openreview.net/forum?id=lbc44k2jgnX
[94]. Provable Rich Observation Reinforcement Learning with Combinatorial Latent States
平均得分: 5.5
得分: ['4', '6', '5', '7']
论文链接: https://openreview.net/forum?id=hx1IXFHAw7R
[95]. Automatic Data Augmentation for Generalization in Reinforcement Learning
平均得分: 5.5
得分: ['6', '7', '3', '6']
论文链接: https://openreview.net/forum?id=9l9WD4ahJgs
[96]. Reinforcement Learning with Random Delays
平均得分: 5.5
得分: ['3', '6', '5', '8']
论文链接: https://openreview.net/forum?id=QFYnKlBJYR
[97]. On Proximal Policy Optimization's Heavy-Tailed Gradients
平均得分: 5.5
得分: ['6', '5', '6', '5']
论文链接: https://openreview.net/forum?id=cYek5NoXNiX
[98]. A Primal Approach to Constrained Policy Optimization: Global Optimality and Finite-Time Analysis
平均得分: 5.5
得分: ['7', '5', '5', '5']
论文链接: https://openreview.net/forum?id=rI3RMgDkZqJ
[99]. Regularization Matters in Policy Optimization - An Empirical Study on Continuous Control
平均得分: 5.5
得分: ['4', '6', '5', '7']
论文链接: https://openreview.net/forum?id=yr1mzrH3IC
[100]. Divide-and-Conquer Monte Carlo Tree Search
平均得分: 5.5
得分: ['8', '5', '4', '5']
论文链接: https://openreview.net/forum?id=Nj8EIrSu5O
[101]. Status-Quo Policy Gradient in Multi-agent Reinforcement Learning
平均得分: 5.5
得分: ['4', '5', '6', '7']
论文链接: https://openreview.net/forum?id=76M3pxkqRl
[102]. QPLEX: Duplex Dueling Multi-Agent Q-Learning
平均得分: 5.5
得分: ['4', '5', '6', '7']
论文链接: https://openreview.net/forum?id=Rcmk0xxIQV
[103]. A Reduction Approach to Constrained Reinforcement Learning
平均得分: 5.5
得分: ['6', '7', '5', '4']
论文链接: https://openreview.net/forum?id=fV4vvs1J5iM
[104]. Compute- and Memory-Efficient Reinforcement Learning with Latent Experience Replay
平均得分: 5.5
得分: ['7', '4', '5', '6']
论文链接: https://openreview.net/forum?id=J7bUsLCb0zf
[105]. On Trade-offs of Image Prediction in Visual Model-Based Reinforcement Learning
平均得分: 5.5
得分: ['5', '3', '7', '7']
论文链接: https://openreview.net/forum?id=mewtfP6YZ7
[106]. Towards Understanding Linear Value Decomposition in Cooperative Multi-Agent Q-Learning
平均得分: 5.5
得分: ['5', '7', '5', '5']
论文链接: https://openreview.net/forum?id=VMtftZqMruq
[107]. Average Reward Reinforcement Learning with Monotonic Policy Improvement
平均得分: 5.5
得分: ['6', '4', '6', '6']
论文链接: https://openreview.net/forum?id=lo7GKwmakFZ
[108]. FactoredRL: Leveraging Factored Graphs for Deep Reinforcement Learning
平均得分: 5.5
得分: ['5', '6', '6', '5']
论文链接: https://openreview.net/forum?id=wE-3ly4eT5G
[109]. Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning
平均得分: 5.5
得分: ['4', '7', '6', '5']
论文链接: https://openreview.net/forum?id=O9bnihsFfXU
[110]. Scalable Bayesian Inverse Reinforcement Learning by Auto-Encoding Reward
平均得分: 5.5
得分: ['4', '5', '7', '6']
论文链接: https://openreview.net/forum?id=4qR3coiNaIv
[111]. Model-Based Offline Planning
平均得分: 5.5
得分: ['6', '4', '8', '4']
论文链接: https://openreview.net/forum?id=OMNB1G5xzd4
[112]. BRAC : Going Deeper with Behavior Regularized Offline Reinforcement Learning
平均得分: 5.5
得分: ['4', '6', '7', '5']
论文链接: https://openreview.net/forum?id=bMCfFepJXM
[113]. Learning to Share in Multi-Agent Reinforcement Learning
平均得分: 5.4
得分: ['4', '4', '8', '8', '3']
论文链接: https://openreview.net/forum?id=awnQ2qTLSwn
[114]. Explicit Pareto Front Optimization for Constrained Reinforcement Learning
平均得分: 5.33
得分: ['6', '6', '4']
论文链接: https://openreview.net/forum?id=pOHW7EwFbo9
[115]. Guided Exploration with Proximal Policy Optimization using a Single Demonstration
平均得分: 5.33
得分: ['6', '4', '6']
论文链接: https://openreview.net/forum?id=88_MfcJoJlS
[116]. Unsupervised Active Pre-Training for Reinforcement Learning
平均得分: 5.33
得分: ['5', '6', '5']
论文链接: https://openreview.net/forum?id=cvNYovr16SB
[117]. RECONNAISSANCE FOR REINFORCEMENT LEARNING WITH SAFETY CONSTRAINTS
平均得分: 5.33
得分: ['4', '5', '7']
论文链接: https://openreview.net/forum?id=Gc4MQq-JIgj
[118]. Daylight: Assessing Generalization Skills of Deep Reinforcement Learning Agents
平均得分: 5.33
得分: ['6', '5', '5']
论文链接: https://openreview.net/forum?id=Z3XVHSbSawb
[119]. Diversity Actor-Critic: Sample-Aware Entropy Regularization for Sample-Efficient Exploration
平均得分: 5.33
得分: ['4', '5', '7']
论文链接: https://openreview.net/forum?id=7qmQNB6Wn_B
[120]. OPAL: Offline Primitive Discovery for Accelerating Offline Reinforcement Learning
平均得分: 5.33
得分: ['7', '5', '4']
论文链接: https://openreview.net/forum?id=V69LGwJ0lIN
[121]. A REINFORCEMENT LEARNING FRAMEWORK FOR TIME DEPENDENT CAUSAL EFFECTS EVALUATION IN A/B TESTING
平均得分: 5.33
得分: ['6', '5', '5']
论文链接: https://openreview.net/forum?id=Dtahsj2FkrK
[122]. PettingZoo: Gym for Multi-Agent Reinforcement Learning
平均得分: 5.25
得分: ['7', '5', '6', '3']
论文链接: https://openreview.net/forum?id=WoLQsYU8aZ
[123]. Hippocampal representations emerge when training recurrent neural networks on a memory dependent maze navigation task
平均得分: 5.25
得分: ['4', '6', '4', '7']
论文链接: https://openreview.net/forum?id=Jr8XGtK04Pw
[124]. Data-efficient Hindsight Off-policy Option Learning
平均得分: 5.25
得分: ['5', '6', '5', '5']
论文链接: https://openreview.net/forum?id=QKbS9KXkE_y
[125]. Attacking Few-Shot Classifiers with Adversarial Support Sets
平均得分: 5.25
得分: ['6', '4', '6', '5']
论文链接: https://openreview.net/forum?id=0xdQXkz69x9
[126]. Coverage as a Principle for Discovering Transferable Behavior in Reinforcement Learning
平均得分: 5.25
得分: ['8', '5', '4', '4']
论文链接: https://openreview.net/forum?id=INhwJdJtxn6
[127]. Reinforcement Learning for Control with Probabilistic Stability Guarantee
平均得分: 5.25
得分: ['6', '5', '5', '5']
论文链接: https://openreview.net/forum?id=QfEssgaXpm
[128]. Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning
平均得分: 5.25
得分: ['7', '5', '5', '4']
论文链接: https://openreview.net/forum?id=TiGF63rxr8Q
[129]. Meta-Reinforcement Learning Robust to Distributional Shift via Model Identification and Experience Relabeling
平均得分: 5.25
得分: ['6', '5', '5', '5']
论文链接: https://openreview.net/forum?id=AT7jak63NNK
[130]. Solving Compositional Reinforcement Learning Problems via Task Reduction
平均得分: 5.25
得分: ['3', '5', '6', '7']
论文链接: https://openreview.net/forum?id=9SS69KwomAM
[131]. Emergent Road Rules In Multi-Agent Driving Environments
平均得分: 5.25
得分: ['7', '4', '5', '5']
论文链接: https://openreview.net/forum?id=d8Q1mt2Ghw
[132]. EMaQ: Expected-Max Q-Learning Operator for Simple Yet Effective Offline and Online RL
平均得分: 5.25
得分: ['4', '6', '6', '5']
论文链接: https://openreview.net/forum?id=B8fp0LVMHa
[133]. Double Q-learning: New Analysis and Sharper Finite-time Bound
平均得分: 5.25
得分: ['6', '4', '6', '5']
论文链接: https://openreview.net/forum?id=MwxaStJXK6v
[134]. Safety Verification of Model Based Reinforcement Learning Controllers
平均得分: 5.25
得分: ['3', '7', '6', '5']
论文链接: https://openreview.net/forum?id=mfJepDyIUcQ
[135]. D3C: Reducing the Price of Anarchy in Multi-Agent Learning
平均得分: 5.25
得分: ['3', '4', '7', '7']
论文链接: https://openreview.net/forum?id=8wa7HrUsElL
[136]. Near-Optimal Regret Bounds for Model-Free RL in Non-Stationary Episodic MDPs
平均得分: 5.25
得分: ['6', '4', '4', '7']
论文链接: https://openreview.net/forum?id=TJzkxFw-mGm
[137]. Communication in Multi-Agent Reinforcement Learning: Intention Sharing
平均得分: 5.25
得分: ['6', '4', '6', '5']
论文链接: https://openreview.net/forum?id=qpsl2dR9twy
[138]. On the role of planning in model-based deep reinforcement learning
平均得分: 5.25
得分: ['7', '3', '6', '5']
论文链接: https://openreview.net/forum?id=IrM64DGB21
[139]. Reinforcement Learning with Latent Flow
平均得分: 5.25
得分: ['7', '3', '6', '5']
论文链接: https://openreview.net/forum?id=lSijhyKKsct
[140]. Iterative Amortized Policy Optimization
平均得分: 5.25
得分: ['6', '5', '5', '5']
论文链接: https://openreview.net/forum?id=49mMdsxkPlD
[141]. Unsupervised Task Clustering for Multi-Task Reinforcement Learning
平均得分: 5.25
得分: ['6', '5', '5', '5']
论文链接: https://openreview.net/forum?id=4K_NaDAHc0d
[142]. Adaptive Multi-model Fusion Learning for Sparse-Reward Reinforcement Learning
平均得分: 5.25
得分: ['6', '5', '6', '4']
论文链接: https://openreview.net/forum?id=4emQEegFhSy
[143]. ERMAS: Learning Policies Robust to Reality Gaps in Multi-Agent Simulations
平均得分: 5.25
得分: ['6', '5', '6', '4']
论文链接: https://openreview.net/forum?id=uIc4W6MtbDA
[144]. A Distributional Perspective on Actor-Critic Framework
平均得分: 5.25
得分: ['5', '7', '3', '6']
论文链接: https://openreview.net/forum?id=jWXBUsWP7N
[145]. Robust Reinforcement Learning using Adversarial Populations
平均得分: 5.25
得分: ['5', '7', '4', '5']
论文链接: https://openreview.net/forum?id=I6NRcao1w-X
[146]. The Compact Support Neural Network
平均得分: 5.25
得分: ['5', '5', '6', '5']
论文链接: https://openreview.net/forum?id=xCy9thPPTb_
[147]. RMIX: Risk-Sensitive Multi-Agent Reinforcement Learning
平均得分: 5.25
得分: ['6', '4', '7', '4']
论文链接: https://openreview.net/forum?id=1EVb8XRBDNr
[148]. Meta-Model-Based Meta-Policy Optimization
平均得分: 5.25
得分: ['5', '5', '5', '6']
论文链接: https://openreview.net/forum?id=KOtxfjpQsq
[149]. Decentralized Deterministic Multi-Agent Reinforcement Learning
平均得分: 5.2
得分: ['5', '4', '7', '5', '5']
论文链接: https://openreview.net/forum?id=QM4_h99pjCE
[150]. Transfer among Agents: An Efficient Multiagent Transfer Learning Framework
平均得分: 5.2
得分: ['5', '6', '4', '6', '5']
论文链接: https://openreview.net/forum?id=9w03rTs7w5
[151]. Gradient-based tuning of Hamiltonian Monte Carlo hyperparameters
平均得分: 5
得分: ['5', '4', '6', '5']
论文链接: https://openreview.net/forum?id=LvJ8hLSusrv
[152]. Combining Imitation and Reinforcement Learning with Free Energy Principle
平均得分: 5
得分: ['4', '6', '5', '5']
论文链接: https://openreview.net/forum?id=JI2TGOehNT0
[153]. Ordering-Based Causal Discovery with Reinforcement Learning
平均得分: 5
得分: ['5', '5', '5', '5']
论文链接: https://openreview.net/forum?id=bMzj6hXL2VJ
[154]. Universal Value Density Estimation for Imitation Learning and Goal-Conditioned Reinforcement Learning
平均得分: 5
得分: ['5', '5', '4', '6']
论文链接: https://openreview.net/forum?id=S2UB9PkrEjF
[155]. The Emergence of Individuality in Multi-Agent Reinforcement Learning
平均得分: 5
得分: ['5', '5', '4', '6']
论文链接: https://openreview.net/forum?id=EoVmlONgI9e
[156]. Explore with Dynamic Map: Graph Structured Reinforcement Learning
平均得分: 5
得分: ['4', '5', '6', '5']
论文链接: https://openreview.net/forum?id=-u4j4dHeWQi
[157]. Offline Meta-Reinforcement Learning with Advantage Weighting
平均得分: 5
得分: ['5', '6', '5', '4']
论文链接: https://openreview.net/forum?id=S5S3eTEmouw
[158]. Deep Q-Learning with Low Switching Cost
平均得分: 5
得分: ['6', '5', '5', '4']
论文链接: https://openreview.net/forum?id=7ODIasgLJlU
[159]. AWAC: Accelerating Online Reinforcement Learning with Offline Datasets
平均得分: 5
得分: ['6', '6', '3', '6', '4']
论文链接: https://openreview.net/forum?id=OJiM1R3jAtZ
[160]. A Strong On-Policy Competitor To PPO
平均得分: 5
得分: ['5', '5', '5']
论文链接: https://openreview.net/forum?id=0migj5lyUZl
[161]. Control-Aware Representations for Model-based Reinforcement Learning
平均得分: 5
得分: ['6', '5', '4']
论文链接: https://openreview.net/forum?id=dgd4EJqsbW5
[162]. Formal Language Constrained Markov Decision Processes
平均得分: 5
得分: ['5', '6', '4', '5']
论文链接: https://openreview.net/forum?id=NTP9OdaT6nm
[163]. Multi-Agent Imitation Learning with Copulas
平均得分: 5
得分: ['4', '4', '7']
论文链接: https://openreview.net/forum?id=gRr_gt5bker
[164]. Projected Latent Markov Chain Monte Carlo: Conditional Sampling of Normalizing Flows
平均得分: 5
得分: ['6', '5', '4']
论文链接: https://openreview.net/forum?id=MBpHUFrcG2x
[165]. Efficient Competitive Self-Play Policy Optimization
平均得分: 5
得分: ['7', '5', '3', '5']
论文链接: https://openreview.net/forum?id=99M-4QlinPr
[166]. Offline Model-Based Optimization via Normalized Maximum Likelihood Estimation
平均得分: 5
得分: ['5', '5', '5']
论文链接: https://openreview.net/forum?id=FmMKSO4e8JK
[167]. Beyond Prioritized Replay: Sampling States in Model-Based RL via Simulated Priorities
平均得分: 5
得分: ['4', '6', '5']
论文链接: https://openreview.net/forum?id=B5bZp0m7jZd
[168]. Action Guidance: Getting the Best of Sparse Rewards and Shaped Rewards for Real-time Strategy Games
平均得分: 5
得分: ['6', '4', '6', '4']
论文链接: https://openreview.net/forum?id=1OQ90khuUGZ
[169]. What About Taking Policy as Input of Value Function: Policy-extended Value Function Approximator
平均得分: 5
得分: ['7', '5', '5', '3']
论文链接: https://openreview.net/forum?id=V4AVDoFtVM
[170]. Optimizing Information Bottleneck in Reinforcement Learning: A Stein Variational Approach
平均得分: 5
得分: ['6', '4', '5', '5']
论文链接: https://openreview.net/forum?id=IKqCy8i1XL3
[171]. On the Estimation Bias in Double Q-Learning
平均得分: 5
得分: ['6', '5', '3', '6']
论文链接: https://openreview.net/forum?id=FKotzp6PZJw
[172]. Entropic Risk-Sensitive Reinforcement Learning: A Meta Regret Framework with Function Approximation
平均得分: 5
得分: ['6', '5', '4', '5']
论文链接: https://openreview.net/forum?id=q_kZm9eHIeD
[173]. Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds
平均得分: 5
得分: ['5', '7', '3']
论文链接: https://openreview.net/forum?id=H5B3lmpO1g
[174]. Policy Gradient with Expected Quadratic Utility Maximization: A New Mean-Variance Approach in Reinforcement Learning
平均得分: 5
得分: ['4', '5', '6']
论文链接: https://openreview.net/forum?id=BEs-Q1ggdwT
[175]. D2RL: Deep Dense Architectures in Reinforcement Learning
平均得分: 5
得分: ['4', '8', '4', '4']
论文链接: https://openreview.net/forum?id=mYNfmvt8oSv
[176]. Intention Propagation for Multi-agent Reinforcement Learning
平均得分: 5
得分: ['3', '6', '6', '5']
论文链接: https://openreview.net/forum?id=7apQQsbahFz
[177]. SIM-GAN: Adversarial Calibration of Multi-Agent Market Simulators.
平均得分: 5
得分: ['3', '7', '5']
论文链接: https://openreview.net/forum?id=1z_Hg9oBCtY
[178]. Preventing Value Function Collapse in Ensemble Q-Learning by Maximizing Representation Diversity
平均得分: 5
得分: ['4', '5', '5', '6']
论文链接: https://openreview.net/forum?id=dN_iVr6iNuU
[179]. REPAINT: Knowledge Transfer in Deep Actor-Critic Reinforcement Learning
平均得分: 5
得分: ['4', '6', '4', '6']
论文链接: https://openreview.net/forum?id=P84ryxVG6tR
[180]. Mixture of Step Returns in Bootstrapped DQN
平均得分: 5
得分: ['5', '4', '4', '7', '5']
论文链接: https://openreview.net/forum?id=X6YPReSv5CX
[181]. PAC-Bayesian Randomized Value Function with Informative Prior
平均得分: 4.8
得分: ['7', '3', '5', '4', '5']
论文链接: https://openreview.net/forum?id=d2m6yCwyJW
[182]. Learning Safe Multi-agent Control with Decentralized Neural Barrier Certificates
平均得分: 4.8
得分: ['4', '4', '6', '5', '5']
论文链接: https://openreview.net/forum?id=P6_q1BRxY8Q
[183]. Maximum Reward Formulation In Reinforcement Learning
平均得分: 4.8
得分: ['5', '6', '3', '4', '6']
论文链接: https://openreview.net/forum?id=BnokSKnhC7F
[184]. Model-Free Counterfactual Credit Assignment
平均得分: 4.75
得分: ['5', '5', '6', '3']
论文链接: https://openreview.net/forum?id=F8xpAPm_ZKS
[185]. Plan-Based Asymptotically Equivalent Reward Shaping
平均得分: 4.75
得分: ['3', '5', '7', '4']
论文链接: https://openreview.net/forum?id=w2Z2OwVNeK
[186]. Design-Bench: Benchmarks for Data-Driven Offline Model-Based Optimization
平均得分: 4.75
得分: ['4', '3', '7', '5']
论文链接: https://openreview.net/forum?id=cQzf26aA3vM
[187]. Regioned Episodic Reinforcement Learning
平均得分: 4.75
得分: ['6', '4', '5', '4']
论文链接: https://openreview.net/forum?id=amRmtfpYgDt
[188]. Reinforcement Learning with Bayesian Classifiers: Efficient Skill Learning from Outcome Examples
平均得分: 4.75
得分: ['5', '4', '5', '5']
论文链接: https://openreview.net/forum?id=OZgVHzdKicb
[189]. Provably More Efficient Q-Learning in the One-Sided-Feedback/Full-Feedback Settings
平均得分: 4.75
得分: ['4', '4', '6', '5']
论文链接: https://openreview.net/forum?id=vY0bnzBBvtr
[190]. Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning
平均得分: 4.75
得分: ['4', '6', '4', '5']
论文链接: https://openreview.net/forum?id=gp5Uzbl-9C-
[191]. Safe Reinforcement Learning with Natural Language Constraints
平均得分: 4.75
得分: ['5', '3', '5', '6']
论文链接: https://openreview.net/forum?id=Ua5yGJhfgAg
[192]. ReaPER: Improving Sample Efficiency in Model-Based Latent Imagination
平均得分: 4.75
得分: ['4', '5', '4', '6']
论文链接: https://openreview.net/forum?id=nlWgE3A-iS
[193]. Coordinated Multi-Agent Exploration Using Shared Goals
平均得分: 4.75
得分: ['4', '5', '5', '5']
论文链接: https://openreview.net/forum?id=MPO4oML_JC
[194]. Measuring and mitigating interference in reinforcement learning
平均得分: 4.75
得分: ['5', '6', '4', '4']
论文链接: https://openreview.net/forum?id=26WnoE4hjS
[195]. Hamiltonian Q-Learning: Leveraging Importance-sampling for Data Efficient RL
平均得分: 4.75
得分: ['5', '5', '5', '4']
论文链接: https://openreview.net/forum?id=10XWPuAro86
[196]. A Maximum Mutual Information Framework for Multi-Agent Reinforcement Learning
平均得分: 4.75
得分: ['3', '5', '6', '5']
论文链接: https://openreview.net/forum?id=_zHHAZOLTVh
[197]. Non-decreasing Quantile Function Network with Efficient Exploration for Distributional Reinforcement Learning
平均得分: 4.75
得分: ['4', '5', '4', '6']
论文链接: https://openreview.net/forum?id=f_GA2IU9-K-
[198]. Constrained Reinforcement Learning With Learned Constraints
平均得分: 4.75
得分: ['3', '3', '5', '8']
论文链接: https://openreview.net/forum?id=akgiLNAkC7P
[199]. Efficient Exploration for Model-based Reinforcement Learning with Continuous States and Actions
平均得分: 4.75
得分: ['5', '5', '4', '5']
论文链接: https://openreview.net/forum?id=asLT0W1w7Li
[200]. Error Controlled Actor-Critic Method to Reinforcement Learning
平均得分: 4.75
得分: ['7', '3', '3', '6']
论文链接: https://openreview.net/forum?id=n5yBuzpqqw
[201]. Cross-State Self-Constraint for Feature Generalization in Deep Reinforcement Learning
平均得分: 4.75
得分: ['5', '5', '4', '5']
论文链接: https://openreview.net/forum?id=JiNvAGORcMW
[202]. Safety Aware Reinforcement Learning (SARL)
平均得分: 4.75
得分: ['4', '6', '6', '3']
论文链接: https://openreview.net/forum?id=RDpTZpubOh7
[203]. UneVEn: Universal Value Exploration for Multi-Agent Reinforcement Learning
平均得分: 4.75
得分: ['4', '4', '6', '5']
论文链接: https://openreview.net/forum?id=0z1HScLBEpb
[204]. Interpretable Reinforcement Learning With Neural Symbolic Logic
平均得分: 4.67
得分: ['5', '4', '5']
论文链接: https://openreview.net/forum?id=M_gk45ItxIp
[205]. Network Reusability Analysis for Multi-Joint Robot Reinforcement Learning
平均得分: 4.67
得分: ['5', '4', '5']
论文链接: https://openreview.net/forum?id=hypDstHla7
[206]. Factored Action Spaces in Deep Reinforcement Learning
平均得分: 4.67
得分: ['6', '3', '5']
论文链接: https://openreview.net/forum?id=naSAkn2Xo46
[207]. Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning
平均得分: 4.67
得分: ['4', '6', '4']
论文链接: https://openreview.net/forum?id=TGFO0DbD_pk
[208]. The Skill-Action Architecture: Learning Abstract Action Embeddings for Reinforcement Learning
平均得分: 4.67
得分: ['5', '4', '5']
论文链接: https://openreview.net/forum?id=PU35uLgRZkk
[209]. Learning Intrinsic Symbolic Rewards in Reinforcement Learning
平均得分: 4.67
得分: ['5', '4', '5']
论文链接: https://openreview.net/forum?id=4CxsUBDQJqv
[210]. Robust Offline Reinforcement Learning from Low-Quality Data
平均得分: 4.6
得分: ['5', '4', '6', '6', '2']
论文链接: https://openreview.net/forum?id=uOjm_xqKEoX
[211]. Adaptive Learning Rates for Multi-Agent Reinforcement Learning
平均得分: 4.6
得分: ['5', '4', '4', '5', '5']
论文链接: https://openreview.net/forum?id=yN18f9V1Onp
[212]. Revisiting Parameter Sharing in Multi-Agent Deep Reinforcement Learning
平均得分: 4.5
得分: ['3', '3', '5', '7']
论文链接: https://openreview.net/forum?id=MWj_P-Lk3jC
[213]. Addressing Distribution Shift in Online Reinforcement Learning with Offline Datasets
平均得分: 4.5
得分: ['6', '5', '4', '3']
论文链接: https://openreview.net/forum?id=9hgEG-k57Zj
[214]. TOMA: Topological Map Abstraction for Reinforcement Learning
平均得分: 4.5
得分: ['4', '3', '5', '6']
论文链接: https://openreview.net/forum?id=yoem5ud2vb
[215]. Multi-agent Policy Optimization with Approximatively Synchronous Advantage Estimation
平均得分: 4.5
得分: ['5', '3', '6', '4']
论文链接: https://openreview.net/forum?id=Rw_vo-wIAa
[216]. Why Convolutional Networks Learn Oriented Bandpass Filters: Theory and Empirical Support
平均得分: 4.5
得分: ['6', '4', '5', '3']
论文链接: https://openreview.net/forum?id=UJRFjuJDsIO
[217]. Self-Activating Neural Ensembles for Continual Reinforcement Learning
平均得分: 4.5
得分: ['4', '4', '4', '6']
论文链接: https://openreview.net/forum?id=Jf24xdaAwF9
[218]. Approximating Pareto Frontier through Bayesian-optimization-directed Robust Multi-objective Reinforcement Learning
平均得分: 4.5
得分: ['5', '5', '5', '3']
论文链接: https://openreview.net/forum?id=S9MPX7ejmv
[219]. Model-Based Reinforcement Learning via Latent-Space Collocation
平均得分: 4.5
得分: ['3', '5', '6', '4']
论文链接: https://openreview.net/forum?id=ku4sJKvnbwV
[220]. CDT: Cascading Decision Trees for Explainable Reinforcement Learning
平均得分: 4.5
得分: ['4', '4', '5', '5']
论文链接: https://openreview.net/forum?id=WdOCkf4aCM
[221]. PGPS : Coupling Policy Gradient with Population-based Search
平均得分: 4.5
得分: ['5', '5', '3', '5']
论文链接: https://openreview.net/forum?id=PeT5p3ocagr
[222]. CAT-SAC: Soft Actor-Critic with Curiosity-Aware Entropy Temperature
平均得分: 4.5
得分: ['6', '4', '4', '4']
论文链接: https://openreview.net/forum?id=paE8yL0aKHo
[223]. Learning to Observe with Reinforcement Learning
平均得分: 4.5
得分: ['3', '6', '5', '4']
论文链接: https://openreview.net/forum?id=65sCF5wmhpv
[224]. Probabilistic Mixture-of-Experts for Efficient Deep Reinforcement Learning
平均得分: 4.5
得分: ['3', '6', '3', '6']
论文链接: https://openreview.net/forum?id=LtgEkhLScK3
[225]. Visual Imitation with Reinforcement Learning using Recurrent Siamese Networks
平均得分: 4.5
得分: ['4', '4', '4', '6']
论文链接: https://openreview.net/forum?id=MBdafA3G9k
[226]. Lyapunov Barrier Policy Optimization
平均得分: 4.5
得分: ['4', '6', '4', '4']
论文链接: https://openreview.net/forum?id=qUs18ed9oe
[227]. A Deeper Look at Discounting Mismatch in Actor-Critic Algorithms
平均得分: 4.5
得分: ['6', '4', '3', '5']
论文链接: https://openreview.net/forum?id=ypJS_nyu-I
[228]. Cross-Modal Domain Adaptation for Reinforcement Learning
平均得分: 4.5
得分: ['5', '4', '5', '4']
论文链接: https://openreview.net/forum?id=0owsv3F-fM
[229]. L2E: Learning to Exploit Your Opponent
平均得分: 4.5
得分: ['6', '4', '3', '5']
论文链接: https://openreview.net/forum?id=m4PC1eUknQG
[230]. MQES: Max-Q Entropy Search for Efficient Exploration in Continuous Reinforcement Learning
平均得分: 4.4
得分: ['4', '3', '5', '6', '4']
论文链接: https://openreview.net/forum?id=98ntbCuqf4i
[231]. Robust Multi-Agent Reinforcement Learning Driven by Correlated Equilibrium
平均得分: 4.4
得分: ['5', '4', '3', '6', '4']
论文链接: https://openreview.net/forum?id=JvPsKam58LX
[232]. R-LAtte: Attention Module for Visual Control via Reinforcement Learning
平均得分: 4.33
得分: ['4', '4', '5']
论文链接: https://openreview.net/forum?id=D4QFCXGe_z2
[233]. Multi-agent Deep FBSDE Representation For Large Scale Stochastic Differential Games
平均得分: 4.33
得分: ['5', '3', '5']
论文链接: https://openreview.net/forum?id=UoAFJMzCNM
[234]. Aspect-based Sentiment Classification via Reinforcement Learning
平均得分: 4.33
得分: ['5', '5', '3']
论文链接: https://openreview.net/forum?id=bfTUfrqL6d
[235]. Refine and Imitate: Reducing Repetition and Inconsistency in Dialogue Generation via Reinforcement Learning and Human Demonstration
平均得分: 4.33
得分: ['3', '6', '4']
论文链接: https://openreview.net/forum?id=JthLaV0RsV
[236]. An Examination of Preference-based Reinforcement Learning for Treatment Recommendation
平均得分: 4.33
得分: ['4', '4', '5']
论文链接: https://openreview.net/forum?id=uxYjVEXx48i
[237]. Adaptive Dataset Sampling by Deep Policy Gradient
平均得分: 4.33
得分: ['5', '3', '5']
论文链接: https://openreview.net/forum?id=t2C42s67gsQ
[238]. Convergence Proof for Actor-Critic Methods Applied to PPO and RUDDER
平均得分: 4.25
得分: ['5', '4', '4', '4']
论文链接: https://openreview.net/forum?id=0hMthVxlS89
[239]. Q-Value Weighted Regression: Reinforcement Learning with Limited Data
平均得分: 4.25
得分: ['4', '6', '3', '4']
论文链接: https://openreview.net/forum?id=rd_bm8CK7o0
[240]. ScheduleNet: Learn to Solve MinMax mTSP Using Reinforcement Learning with Delayed Reward
平均得分: 4.25
得分: ['5', '4', '3', '5']
论文链接: https://openreview.net/forum?id=P63SQE0fVa
[241]. Benchmarking Multi-Agent Deep Reinforcement Learning Algorithms
平均得分: 4.25
得分: ['4', '4', '3', '6']
论文链接: https://openreview.net/forum?id=t5lNr0Lw84H
[242]. Reinforcement Learning for Sparse-Reward Object-Interaction Tasks in First-person Simulated 3D Environments
平均得分: 4.25
得分: ['3', '4', '4', '6']
论文链接: https://openreview.net/forum?id=7AQUzh5ntX_
[243]. Model-Free Energy Distance for Pruning DNNs
平均得分: 4.25
得分: ['5', '2', '5', '5']
论文链接: https://openreview.net/forum?id=k2TyMLwuikx
[244]. D4RL: Datasets for Deep Data-Driven Reinforcement Learning
平均得分: 4.25
得分: ['2', '3', '6', '6']
论文链接: https://openreview.net/forum?id=px0-N3_KjA
[245]. Exploring Transferability of Perturbations in Deep Reinforcement Learning
平均得分: 4.25
得分: ['3', '4', '6', '4']
论文链接: https://openreview.net/forum?id=inBTt_wSv0
[246]. Alpha-DAG: a reinforcement learning based algorithm to learn Directed Acyclic Graphs
平均得分: 4.25
得分: ['4', '5', '4', '4']
论文链接: https://openreview.net/forum?id=0jqRSnFnmL_
[247]. Visual Explanation using Attention Mechanism in Actor-Critic-based Deep Reinforcement Learning
平均得分: 4.25
得分: ['5', '5', '4', '3']
论文链接: https://openreview.net/forum?id=Y0MgRifqikY
[248]. Knapsack Pruning with Inner Distillation
平均得分: 4.25
得分: ['4', '4', '5', '4']
论文链接: https://openreview.net/forum?id=O9NAKC_MqMx
[249]. Reinforcement Learning for Flexibility Design Problems
平均得分: 4.25
得分: ['5', '4', '4', '4']
论文链接: https://openreview.net/forum?id=oAkujcqxJzW
[250]. Model-based Navigation in Environments with Novel Layouts Using Abstract 2-D Maps
平均得分: 4.25
得分: ['6', '4', '4', '3']
论文链接: https://openreview.net/forum?id=_lV1OrJIgiG
[251]. Model-Based Robust Deep Learning: Generalizing to Natural, Out-of-Distribution Data
平均得分: 4.25
得分: ['5', '5', '4', '3']
论文链接: https://openreview.net/forum?id=RgDq8-AwvtN
[252]. Structure and randomness in planning and reinforcement learning
平均得分: 4.2
得分: ['5', '3', '6', '3', '4']
论文链接: https://openreview.net/forum?id=UOOmHiXetC
[253]. Trust, but verify: model-based exploration in sparse reward environments
平均得分: 4
得分: ['4', '2', '6', '4']
论文链接: https://openreview.net/forum?id=DE0MSwKv32y
[254]. Play to Grade: Grading Interactive Coding Games as Classifying Markov Decision Process
平均得分: 4
得分: ['4', '3', '5']
论文链接: https://openreview.net/forum?id=GJkTaYTmzVS
[255]. Graph Convolutional Value Decomposition in Multi-Agent Reinforcement Learning
平均得分: 4
得分: ['5', '3', '4', '4']
论文链接: https://openreview.net/forum?id=gDikr8MVsMF
[256]. Regret Bounds and Reinforcement Learning Exploration of EXP-based Algorithms
平均得分: 4
得分: ['4', '4', '4']
论文链接: https://openreview.net/forum?id=-5W5OBfFlwX
[257]. MDP Playground: Controlling Dimensions of Hardness in Reinforcement Learning
平均得分: 4
得分: ['4', '3', '4', '5']
论文链接: https://openreview.net/forum?id=axNDkxU9-6z
[258]. Intrinsically Guided Exploration in Meta Reinforcement Learning
平均得分: 4
得分: ['4', '4', '4', '4']
论文链接: https://openreview.net/forum?id=RwQZd8znR10
[259]. Adaptive N-step Bootstrapping with Off-policy Data
平均得分: 4
得分: ['4', '4', '3', '5']
论文链接: https://openreview.net/forum?id=bhngY7lHu_
[260]. FORK: A FORward-looKing Actor for Model-Free Reinforcement Learning
平均得分: 4
得分: ['5', '3', '5', '3']
论文链接: https://openreview.net/forum?id=lXW6Sk1075v
[261]. Measuring Progress in Deep Reinforcement Learning Sample Efficiency
平均得分: 4
得分: ['4', '5', '5', '2']
论文链接: https://openreview.net/forum?id=_QdvdkxOii6
[262]. Advantage-Weighted Regression: Simple and Scalable Off-Policy Reinforcement Learning
平均得分: 4
得分: ['6', '3', '4', '3']
论文链接: https://openreview.net/forum?id=ToWi1RjuEr8
[263]. Joint State-Action Embedding for Efficient Reinforcement Learning
平均得分: 3.8
得分: ['5', '1', '4', '3', '6']
论文链接: https://openreview.net/forum?id=5USOVm2HkfG
[264]. Deep Reinforcement Learning for Optimal Stopping with Application in Financial Engineering
平均得分: 3.75
得分: ['2', '4', '4', '5']
论文链接: https://openreview.net/forum?id=REKvFYIgwz9
[265]. Playing Atari with Capsule Networks: A systematic comparison of CNN and CapsNets-based agents.
平均得分: 3.75
得分: ['2', '4', '5', '4']
论文链接: https://openreview.net/forum?id=GeOIKynj_V
[266]. Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification
平均得分: 3.75
得分: ['4', '3', '3', '5']
论文链接: https://openreview.net/forum?id=e-ZdxsIwweR
[267]. Decorrelated Double Q-learning
平均得分: 3.75
得分: ['4', '3', '5', '3']
论文链接: https://openreview.net/forum?id=jcN7a3yZeQc
[268]. Learning to Dynamically Select Between Reward Shaping Signals
平均得分: 3.75
得分: ['5', '2', '4', '4']
论文链接: https://openreview.net/forum?id=NrN8XarA2Iz
[269]. Empirically Verifying Hypotheses Using Reinforcement Learning
平均得分: 3.75
得分: ['3', '3', '5', '4']
论文链接: https://openreview.net/forum?id=XbJiphOWXiU
[270]. Self-Supervised Continuous Control without Policy Gradient
平均得分: 3.75
得分: ['3', '4', '4', '4']
论文链接: https://openreview.net/forum?id=pNDvPXd1qUk
[271]. Dynamic Relational Inference in Multi-Agent Trajectories
平均得分: 3.75
得分: ['2', '4', '5', '4']
论文链接: https://openreview.net/forum?id=UV9kN3S4uTZ
[272]. Greedy Multi-Step Off-Policy Reinforcement Learning
平均得分: 3.75
得分: ['2', '4', '4', '5']
论文链接: https://openreview.net/forum?id=rAIkhjUK0Tx
[273]. Addressing Extrapolation Error in Deep Offline Reinforcement Learning
平均得分: 3.67
得分: ['3', '4', '4']
论文链接: https://openreview.net/forum?id=OCRKCul3eKN
[274]. Offline Policy Optimization with Variance Regularization
平均得分: 3.67
得分: ['3', '4', '4']
论文链接: https://openreview.net/forum?id=P3WG6p6Jnb
[275]. Fine-Tuning Offline Reinforcement Learning with Model-Based Policy Optimization
平均得分: 3.6
得分: ['3', '4', '4', '5', '2']
论文链接: https://openreview.net/forum?id=wiSgdeJ29ee
[276]. Learning to communicate through imagination with model-based deep multi-agent reinforcement learning
平均得分: 3.5
得分: ['3', '4', '4', '3']
论文链接: https://openreview.net/forum?id=boZj4g3Jocj
[277]. A Robust Fuel Optimization Strategy For Hybrid Electric Vehicles: A Deep Reinforcement Learning Based Continuous Time Design Approach
平均得分: 3.5
得分: ['3', '5', '4', '2']
论文链接: https://openreview.net/forum?id=LFs3CnHwfM
[278]. Deep Reinforcement Learning With Adaptive Combined Critics
平均得分: 3.5
得分: ['3', '3', '5', '3']
论文链接: https://openreview.net/forum?id=gtwVBChN8td
[279]. FSV: Learning to Factorize Soft Value Function for Cooperative Multi-Agent Reinforcement Learning
平均得分: 3.4
得分: ['2', '6', '2', '3', '4']
论文链接: https://openreview.net/forum?id=ijVgDcvLmZ
[280]. Success-Rate Targeted Reinforcement Learning by Disorientation Penalty
平均得分: 3.25
得分: ['2', '3', '4', '4']
论文链接: https://openreview.net/forum?id=rQYyXqHPgZR
[281]. Explainable Reinforcement Learning Through Goal-Based Explanations
平均得分: 3.25
得分: ['3', '3', '4', '3']
论文链接: https://openreview.net/forum?id=IlJbTsygaI6
[282]. Hierarchical Meta Reinforcement Learning for Multi-Task Environments
平均得分: 3.25
得分: ['3', '3', '4', '3']
论文链接: https://openreview.net/forum?id=u9ax42K7ND
[283]. Interpretable Meta-Reinforcement Learning with Actor-Critic Method
平均得分: 3.2
得分: ['4', '3', '4', '2', '3']
论文链接: https://openreview.net/forum?id=-RQVWPX73VP
[284]. Reinforcement Learning Based Asymmetrical DNN Modularization for Optimal Loading
平均得分: 3
得分: ['3', '2', '3', '4']
论文链接: https://openreview.net/forum?id=_qJXkf347k
[285]. Stochastic Inverse Reinforcement Learning
平均得分: 2.8
得分: ['2', '2', '4', '3', '3']
论文链接: https://openreview.net/forum?id=l3gNU1KStIC
[286]. Using Deep Reinforcement Learning to Train and Evaluate Instructional Sequencing Policies for an Intelligent Tutoring System
平均得分: 2.67
得分: ['2', '4', '2']
论文链接: https://openreview.net/forum?id=eIPsmKwTrIe
[287]. Guiding Representation Learning in Deep Generative Models with Policy Gradients
平均得分: 2.5
得分: ['2', '4', '3', '1']
论文链接: https://openreview.net/forum?id=sgNhTKrZjaT
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